{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Visualization With Seaborn\n",
    "Seaborn is a Python visualization library based on Matplotlib that provides a high-level interface for drawing attractive and informative statistical graphics. Seaborn helps in creating complex visualizations with just a few lines of code. In this lesson, we will cover the basics of Seaborn, including creating various types of plots and customizing them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting seaborn\n",
      "  Downloading seaborn-0.13.2-py3-none-any.whl.metadata (5.4 kB)\n",
      "Requirement already satisfied: numpy!=1.24.0,>=1.20 in e:\\udemy final\\python\\venv\\lib\\site-packages (from seaborn) (1.26.4)\n",
      "Requirement already satisfied: pandas>=1.2 in e:\\udemy final\\python\\venv\\lib\\site-packages (from seaborn) (2.2.2)\n",
      "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in e:\\udemy final\\python\\venv\\lib\\site-packages (from seaborn) (3.9.0)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.1)\n",
      "Requirement already satisfied: cycler>=0.10 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.53.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.0)\n",
      "Requirement already satisfied: pillow>=8 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (10.3.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in e:\\udemy final\\python\\venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in e:\\udemy final\\python\\venv\\lib\\site-packages (from pandas>=1.2->seaborn) (2024.1)\n",
      "Requirement already satisfied: tzdata>=2022.7 in e:\\udemy final\\python\\venv\\lib\\site-packages (from pandas>=1.2->seaborn) (2024.1)\n",
      "Requirement already satisfied: six>=1.5 in e:\\udemy final\\python\\venv\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n",
      "Downloading seaborn-0.13.2-py3-none-any.whl (294 kB)\n",
      "   ---------------------------------------- 0.0/294.9 kB ? eta -:--:--\n",
      "   -- ------------------------------------ 20.5/294.9 kB 330.3 kB/s eta 0:00:01\n",
      "   -- ------------------------------------ 20.5/294.9 kB 330.3 kB/s eta 0:00:01\n",
      "   -- ------------------------------------ 20.5/294.9 kB 330.3 kB/s eta 0:00:01\n",
      "   ---------- ---------------------------- 81.9/294.9 kB 416.7 kB/s eta 0:00:01\n",
      "   ------------------------- ------------ 194.6/294.9 kB 908.0 kB/s eta 0:00:01\n",
      "   ---------------------------------------- 294.9/294.9 kB 1.2 MB/s eta 0:00:00\n",
      "Installing collected packages: seaborn\n",
      "Successfully installed seaborn-0.13.2\n"
     ]
    }
   ],
   "source": [
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Basic Plotting With Seaborn\n",
    "tips=sns.load_dataset('tips')\n",
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##create a scatter plot\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.scatterplot(x='total_bill',y='tip',data=tips)\n",
    "plt.title(\"Scatter Plot of Total Bill vs Tip\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Line Plot\n",
    "\n",
    "sns.lineplot(x='size',y='total_bill',data=tips)\n",
    "plt.title(\"Line Plot of Total bill by size\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bthX4Hmd/DvJMmzbNkmS9/PLLTtcFOMtmWQWMWgQAGGnUqFFasGCBTp48qapVq7q7HLvXX39do0aN0pEjRxzGMwElgTADAOXEpUuXFB4ernvvvdetg9KvZlmWYmJiVLNmzVIZjA0wZgYADHf69GmtX79eH330kc6dO6cnn3zS3SVJ+uOZYatWrdLGjRv1r3/9SytXrnR3SSinCDMAYLi9e/eqb9++Cg4O1uzZs9WiRQt3lyRJOnPmjPr06aPq1avrf//3f5WYmOjuklBOcZoJAAAYjfvMAAAAoxFmAACA0cr9mJnc3FwdP35c1apVK/aTYwEAQNmwLEsXLlxQWFhYvgfeXq3ch5njx48rPDzc3WUAAAAXHDt2THXr1r1mn3IfZvJuuX7s2LF8t/4GAACeKT09XeHh4U49OqXch5m8U0uBgYGEGQAADOPMEBEGAAMAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwWrl/ajYAAKayLEuZmZn2eX9/f6eeIl3REGYAAPBQmZmZ6t69u31+5cqVCggIcGNFnonTTAAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjVXZ3AQAA51mWpczMTPu8v7+/bDabGysC3I8wAwAGyczMVPfu3e3zK1euVEBAgBsrAtyP00wAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARqvs7gIAACgtsWPedXcJxWL7PVtBV8y3H/++rMrebqunuHa82r9UlsuRGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNO4ADBjOsixlZmba5/39/WWz2dxYEQCULcIMYLjMzEx1797dPr9y5UoFBAS4sSIAKFucZgIAAEYjzAAAAKNxmglAhcJTlD1LaT1FGRULR2YAAIDRCDMAAMBobg0zU6ZM0W233aZq1aopODhYPXr00P79+x36XLp0ScOGDVPNmjUVEBCg+++/X6dOnXJTxQAAwNO4Ncxs3rxZw4YN0zfffKN169YpJydHd999t8M9M0aNGqXVq1dr+fLl2rx5s44fP66ePXu6sWoAAOBJ3DoAeO3atQ7zKSkpCg4O1o4dO9SuXTulpaVpwYIFeu+999SxY0dJUnJyspo0aaJvvvlGrVu3dkfZAADAg3jUmJm0tDRJUo0aNSRJO3bsUE5Ojjp37mzv07hxY9WrV09bt24tcBlZWVlKT093mAAAQPnlMWEmNzdXI0eOVNu2bdW8eXNJ0smTJ+Xt7a3q1as79A0JCdHJkycLXM6UKVMUFBRkn8LDw0u7dAAA4EYeE2aGDRumPXv26P333y/WcsaOHau0tDT7dOzYsRKqEAAAeCKPuGne8OHD9cknn+jLL79U3bp17e2hoaHKzs5Wamqqw9GZU6dOKTQ0tMBl+fj4yMfHp7RL9mg8eBAAUJG49ciMZVkaPny4Pv74Y33xxReKiopyeD02NlZVqlTRhg0b7G379+/X0aNH1aZNm7Iu1xh5Dx7Mm64MNgAAlDduPTIzbNgwvffee1q5cqWqVatmHwcTFBQkPz8/BQUFadCgQRo9erRq1KihwMBAPfHEE2rTpg1XMgEAAEluDjPz58+XJLVv396hPTk5WUlJSZKkmTNnysvLS/fff7+ysrIUHx+vN954o4wrBQAAnsqtYcayrOv28fX11bx58zRv3rwyqAgAAJjGY65mAgAAcAVhBgAAGI0wAwAAjOYR95kBAAD5WZWqKC26t8M88iPMAADgqWw2WZW93V2Fx+M0EwAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMxrOZAMAgPHgQyI8wAwAm4cGDQD6cZgIAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAo/E4gwLEjnnX3SUUi+33bAVdMd9+/PtG3/58x6v93V0CAMCDcWQGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA07jODCo/7CnkW7isEoKg4MgMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGC0yu4uACXPqlRFadG9HeYBACivCDPlkc0mq7K3u6sAAKBMcJoJAAAYjTADAACMRpgBAABGc2uY+fLLL9WtWzeFhYXJZrNpxYoVDq8nJSXJZrM5TF26dHFPsQAAwCO5NcxkZmYqJiZG8+bNK7RPly5ddOLECfu0bNmyMqwQAAB4OrdezZSQkKCEhIRr9vHx8VFoaGgZVQQAAEzj8WNmNm3apODgYDVq1EhDhw7VuXPnrtk/KytL6enpDhMAACi/PDrMdOnSRe+++642bNigqVOnavPmzUpISNDly5cLfc+UKVMUFBRkn8LDw8uwYgAAUNY8+qZ5vXr1sv/75ptvVnR0tG688UZt2rRJnTp1KvA9Y8eO1ejRo+3z6enpBBoAAMoxjz4yc7X69eurVq1aOnToUKF9fHx8FBgY6DABAIDyy6gw88svv+jcuXOqU6eOu0sBAAAewq2nmTIyMhyOshw+fFi7d+9WjRo1VKNGDb3wwgu6//77FRoaqh9//FHPPPOMGjRooPj4eDdWDQAAPIlbw8z27dvVoUMH+3zeWJcBAwZo/vz5+u6777Ro0SKlpqYqLCxMd999tyZPniwfHx93lQwAADyMW8NM+/btZVlWoa9/9tlnZVgNAAAwkVFjZgAAAK5GmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDSnL83+7rvvnF5odHS0S8UAAAAUldNhpkWLFrLZbIXeFybvNZvNds2nWgMAAJQkp8PM4cOHS7MOAAAAlzgdZiIiIkqzDgAAAJc4HWZWrVrl9EITExNdKgYAAKConA4zPXr0cKofY2YAAEBZcjrM5ObmlmYdAAAALuE+MwAAwGhOH5mZPXu2hgwZIl9fX82ePfuafUeMGFHswgAAAJzhdJiZOXOm+vbtK19fX82cObPQfjabjTADlCGrUhWlRfd2mAeAisSl+8xwzxnAg9hssip7u7sKAHCbYo+ZsSyr0LsCAwAAlDaXw8yCBQvUvHlz+fr6ytfXV82bN9c777xTkrUBAABcl9Onma70/PPPa8aMGXriiSfUpk0bSdLWrVs1atQoHT16VJMmTSrRIgEAAArjUpiZP3++3n77bfXu/d9Bh4mJiYqOjtYTTzxBmAEAAGXGpdNMOTk5uvXWW/O1x8bG6vfffy92UQAAAM5yKcz069dP8+fPz9f+1ltvqW/fvsUuCgAAwFlOn2YaPXq0/d82m03vvPOOPv/8c7Vu3VqStG3bNh09elT9+/cv+SoBAAAK4XSY2bVrl8N8bGysJOnHH3+UJNWqVUu1atXS999/X4LlAQAAXJvTYWbjxo1FXvgvv/yisLAweXnxCCgAAFA6SjVlNG3aVEeOHCnNVQAAgAquVMMMdwYGAACljfM/AADAaIQZAABgNMIMAAAwWqmGGZvNVpqLBwAAYAAwAAAwm0sPmnTW3r17FRYWVpqrAAAAFZzTYaZnz55OL/Rvf/ubJCk8PLzoFQEAABSB02EmKCioNOsAAABwidNhJjk5uTTrAAAAcAmXZgMAAKO5PAD4o48+0ocffqijR48qOzvb4bWdO3cWuzAAAABnuHRkZvbs2Ro4cKBCQkK0a9cutWzZUjVr1tRPP/2khISEkq4RAACgUC6FmTfeeENvvfWW5syZI29vbz3zzDNat26dRowYobS0tJKuEQAAoFAuhZmjR4/q9ttvlyT5+fnpwoULkqR+/fpp2bJlJVcdAADAdbgUZkJDQ3X+/HlJUr169fTNN99Ikg4fPsxdfwEAQJlyKcx07NhRq1atkiQNHDhQo0aN0l133aWHHnpI9913X4kWCAAAcC0uXc301ltvKTc3V5I0bNgw1axZU1u2bFFiYqIeffTREi0QAADgWlwKM7/88ovDowp69eqlXr16ybIsHTt2TPXq1SuxAgEAAK7FpdNMUVFROnPmTL728+fPKyoqqthFAQAAOMulMGNZlmw2W772jIwM+fr6FrsoAAAAZxXpNNPo0aMlSTabTePHj1fVqlXtr12+fFnbtm1TixYtSrRAAACAaylSmNm1a5ekP47M/Otf/5K3t7f9NW9vb8XExOjpp58u2QoBAACuoUhhZuPGjZL+uBz79ddfV2BgYKkUBQAA4CyXrmZKTk62//uXX36RJNWtW7dkKgIAACgClwYA5+bmatKkSQoKClJERIQiIiJUvXp1TZ482X7/GQAAgLLg0pGZcePGacGCBXrllVfUtm1bSdL//d//aeLEibp06ZJeeumlEi0SAACgMC6FmUWLFumdd95RYmKivS06Olo33HCDHn/8ccIMAAAoMy6dZjp//rwaN26cr71x48b2B1ACAACUBZfCTExMjObOnZuvfe7cuYqJiSl2UQAAAM5y6TTTtGnT1LVrV61fv15t2rSRJG3dulXHjh3TmjVrSrRAAACAa3H52UwHDhzQfffdp9TUVKWmpqpnz57av3+/IiIiSrpGAACAQrl0ZCYqKkonTpzIN9D33LlzCg8P1+XLl0ukOAAAgOtx+UGTBeFBkwAAoKy5/KDJ559/ngdNAgAAt+NBkwAAwGg8aBIAABjNpTEzycnJJRJkvvzyS3Xr1k1hYWGy2WxasWKFw+uWZen5559XnTp15Ofnp86dO+vgwYPFXi8AACg/XAozJSUzM1MxMTGaN29ega9PmzZNs2fP1ptvvqlt27bJ399f8fHxunTpUhlXCgAAPJVLl2aXlISEBCUkJBT4mmVZmjVrlp577jl1795dkvTuu+8qJCREK1asUK9evcqyVAAA4KHcemTmWg4fPqyTJ0+qc+fO9ragoCC1atVKW7duLfR9WVlZSk9Pd5gAAED55bFh5uTJk5KkkJAQh/aQkBD7awWZMmWKgoKC7FN4eHip1gkAANzLY8OMq8aOHau0tDT7dOzYMXeXBAAASpHHhpnQ0FBJ0qlTpxzaT506ZX+tID4+PgoMDHSYAABA+eWxYSYqKkqhoaHasGGDvS09PV3btm2zP6kbAADArVczZWRk6NChQ/b5w4cPa/fu3apRo4bq1aunkSNH6sUXX1TDhg0VFRWl8ePHKywsTD169HBf0QAAwKO4Ncxs375dHTp0sM/nPftpwIABSklJ0TPPPKPMzEwNGTJEqampuuOOO7R27VoeZgkAAOzcGmbat29f6BO4pT8eaDlp0iRNmjSpDKsCAAAm8dgxMwAAAM4gzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACM5vFhZuLEibLZbA5T48aN3V0WAADwEJXdXYAzmjVrpvXr19vnK1c2omwAAFAGjEgFlStXVmhoqLvLAAAAHsjjTzNJ0sGDBxUWFqb69eurb9++Onr0aKF9s7KylJ6e7jABAIDyy+PDTKtWrZSSkqK1a9dq/vz5Onz4sO68805duHChwP5TpkxRUFCQfQoPDy/jigEAQFny+DCTkJCgBx98UNHR0YqPj9eaNWuUmpqqDz/8sMD+Y8eOVVpamn06duxYGVcMAADKkhFjZq5UvXp13XTTTTp06FCBr/v4+MjHx6eMqwIAAO7i8UdmrpaRkaEff/xRderUcXcpAADAA3h8mHn66ae1efNmHTlyRFu2bNF9992nSpUqqXfv3u4uDQAAeACPP830yy+/qHfv3jp37pxq166tO+64Q998841q167t7tIAAIAH8Pgw8/7777u7BAAA4ME8/jQTAADAtRBmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxmRJiZN2+eIiMj5evrq1atWukf//iHu0sCAAAewuPDzAcffKDRo0drwoQJ2rlzp2JiYhQfH6/Tp0+7uzQAAOABPD7MzJgxQ4MHD9bAgQPVtGlTvfnmm6pataoWLlzo7tIAAIAH8Ogwk52drR07dqhz5872Ni8vL3Xu3Flbt251Y2UAAMBTVHZ3Addy9uxZXb58WSEhIQ7tISEh2rdvX4HvycrKUlZWln0+LS1NkpSenu70ei9nXXShWpSWouw7V7C/PQv7u2Jhf1csRdnfeX0ty7puX48OM66YMmWKXnjhhXzt4eHhbqgGJSFozmPuLgFliP1dsbC/KxZX9veFCxcUFBR0zT4eHWZq1aqlSpUq6dSpUw7tp06dUmhoaIHvGTt2rEaPHm2fz83N1fnz51WzZk3ZbLZSrdeTpKenKzw8XMeOHVNgYKC7y0EpY39XLOzviqWi7m/LsnThwgWFhYVdt69Hhxlvb2/FxsZqw4YN6tGjh6Q/wsmGDRs0fPjwAt/j4+MjHx8fh7bq1auXcqWeKzAwsEJ9+Cs69nfFwv6uWCri/r7eEZk8Hh1mJGn06NEaMGCAbr31VrVs2VKzZs1SZmamBg4c6O7SAACAB/D4MPPQQw/pzJkzev7553Xy5Em1aNFCa9euzTcoGAAAVEweH2Ykafjw4YWeVkLBfHx8NGHChHyn3FA+sb8rFvZ3xcL+vj6b5cw1TwAAAB7Ko2+aBwAAcD2EGQAAYDTCDAAAMBphxnCbNm2SzWZTamqqu0uBB7LZbFqxYoW7ywCAUkWY8WA2m+2a08SJE91dIspYUlJSgZ+FQ4cOFdj/xIkTSkhIKOMqURxnzpzR0KFDVa9ePfn4+Cg0NFTx8fH6+uuvnXp/SkpKhb5RqEmKu6/xX0Zcml1RnThxwv7vDz74QM8//7z2799vbwsICND27dtLZd3Z2dny9vYulWWjeLp06aLk5GSHttq1azvM5+2/wh77Ac91//33Kzs7W4sWLVL9+vV16tQpbdiwQefOnXN3aShh7OsSZMEIycnJVlBQUL72jRs3WpKs9evXW7GxsZafn5/Vpk0ba9++ffY+AwYMsLp37+7wvieffNKKi4uzz8fFxVnDhg2znnzySatmzZpW+/btS2lLUBwF7UvLKnz/SbI+/vjjsi0SLvv1118tSdamTZsK7fPaa69ZzZs3t6pWrWrVrVvXGjp0qHXhwgXLsv77fXDlNGHChDKqHkVxvX19+PBhS5K1a9eufO/ZuHGjZVnOff9XFJxmKifGjRun1157Tdu3b1flypX18MMPF3kZixYtkre3t77++mu9+eabpVAlShP7z3wBAQEKCAjQihUrlJWVVWAfLy8vzZ49W99//70WLVqkL774Qs8884wk6fbbb9esWbMUGBioEydO6MSJE3r66afLchPgJGf2tbNK4vvfdJxmKideeuklxcXFSZKeffZZde3aVZcuXZKvr6/Ty2jYsKGmTZtWWiWihHzyyScKCAiwz+eNiWH/ma9y5cpKSUnR4MGD9eabb+qWW25RXFycevXqpejoaEnSyJEj7f0jIyP14osv6rHHHtMbb7whb29vBQUFyWazcYrRwzmzr51VEt//puPITDlx5Ye/Tp06kqTTp08XaRmxsbElWhNKR4cOHbR79277NHv2bEnsv/Li/vvv1/Hjx7Vq1Sp16dJFmzZt0i233KKUlBRJ0vr169WpUyfdcMMNqlatmvr166dz587pt99+c2/hKLLr7WtnlcT3v+kIM+VElSpV7P+22WySpNzcXEl/HJa2rnpqRU5OTr5l+Pv7l2KFKCn+/v5q0KCBfcr78mL/lR++vr666667NH78eG3ZskVJSUmaMGGCjhw5onvvvVfR0dH661//qh07dmjevHmS/hj0DfMUtq+9vP749Xzld3dB39vStb//KwrCTAVQu3ZthyujJGn37t3uKQZAkTVt2lSZmZnasWOHcnNz9dprr6l169a66aabdPz4cYe+3t7eunz5spsqRXHl7eu8KxSv/O7me7twhJkKoGPHjtq+fbveffddHTx4UBMmTNCePXvcXRaAq5w7d04dO3bUkiVL9N133+nw4cNavny5pk2bpu7du6tBgwbKycnRnDlz9NNPP2nx4sX5BntHRkYqIyNDGzZs0NmzZzn95KGut6/9/PzUunVrvfLKK/rhhx+0efNmPffcc+4u22MRZiqA+Ph4jR8/Xs8884xuu+02XbhwQf3793d3WQCuEhAQoFatWmnmzJlq166dmjdvrvHjx2vw4MGaO3euYmJiNGPGDE2dOlXNmzfX0qVLNWXKFIdl3H777Xrsscf00EMPqXbt2gwK91DX29eStHDhQv3++++KjY3VyJEj9eKLL7q5as9ls64eTAEAAGAQjswAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAFghPbt2zs8MRoA8hBmAACA0QgzAADAaIQZAB4nMzNT/fv3V0BAgOrUqaPXXnvN4fXFixfr1ltvVbVq1RQaGqo+ffro9OnTkiTLstSgQQNNnz7d4T27d++WzWbToUOHymw7AJQNwgwAjzNmzBht3rxZK1eu1Oeff65NmzZp586d9tdzcnI0efJkffvtt1qxYoWOHDmipKQkSZLNZtPDDz+s5ORkh2UmJyerXbt2atCgQVluCoAywIMmAXiUjIwM1axZU0uWLNGDDz4oSTp//rzq1q2rIUOGaNasWfnes337dvsT4QMCAnT8+HHVq1dPW7ZsUcuWLZWTk6OwsDBNnz5dAwYMKOMtAlDaODIDwKP8+OOPys7OVqtWrextNWrUUKNGjezzO3bsULdu3VSvXj1Vq1ZNcXFxkqSjR49KksLCwtS1a1ctXLhQkrR69WplZWXZwxGA8oUwA8AomZmZio+PV2BgoJYuXap//vOf+vjjjyVJ2dnZ9n6PPPKI3n//fV28eFHJycl66KGHVLVqVXeVDaAUEWYAeJQbb7xRVapU0bZt2+xtv/76qw4cOCBJ2rdvn86dO6dXXnlFd955pxo3bmwf/Hule+65R/7+/po/f77Wrl2rhx9+uMy2AUDZquzuAgDgSgEBARo0aJDGjBmjmjVrKjg4WOPGjZOX1x9/e9WrV0/e3t6aM2eOHnvsMe3Zs0eTJ0/Ot5xKlSopKSlJY8eOVcOGDdWmTZuy3hQAZYQjMwA8zquvvqo777xT3bp1U+fOnXXHHXcoNjZWklS7dm2lpKRo+fLlatq0qV555ZV8l2HnGTRokLKzszVw4MCyLB9AGeNqJgDl1ldffaVOnTrp2LFjCgkJcXc5AEoJYQZAuZOVlaUzZ85owIABCg0N1dKlS91dEoBSxGkmAOXOsmXLFBERodTUVE2bNs3d5QAoZRyZAQAARuPIDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAw2v8DggFDMxKckzwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Categorical Plots\n",
    "## BAr Plot\n",
    "sns.barplot(x='day',y='total_bill',data=tips)\n",
    "plt.title('Bar Plot of Total Bill By Day')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Box Plot\n",
    "sns.boxplot(x=\"day\",y='total_bill',data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Violin Plot\n",
    "\n",
    "sns.violinplot(x='day',y='total_bill',data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='Count'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Histograms\n",
    "sns.histplot(tips['total_bill'],bins=10,kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='Density'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## KDE Plot\n",
    "sns.kdeplot(tips['total_bill'],fill=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x27547277770>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pairplot\n",
    "sns.pairplot(tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>total_bill</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.675734</td>\n",
       "      <td>0.598315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tip</th>\n",
       "      <td>0.675734</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.489299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>size</th>\n",
       "      <td>0.598315</td>\n",
       "      <td>0.489299</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            total_bill       tip      size\n",
       "total_bill    1.000000  0.675734  0.598315\n",
       "tip           0.675734  1.000000  0.489299\n",
       "size          0.598315  0.489299  1.000000"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## HEatmap\n",
    "corr=tips[['total_bill','tip','size']].corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(corr,annot=True,cmap='coolwarm')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Transaction ID</th>\n",
       "      <th>Date</th>\n",
       "      <th>Product Category</th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Units Sold</th>\n",
       "      <th>Unit Price</th>\n",
       "      <th>Total Revenue</th>\n",
       "      <th>Region</th>\n",
       "      <th>Payment Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10001</td>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>iPhone 14 Pro</td>\n",
       "      <td>2</td>\n",
       "      <td>999.99</td>\n",
       "      <td>1999.98</td>\n",
       "      <td>North America</td>\n",
       "      <td>Credit Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10002</td>\n",
       "      <td>2024-01-02</td>\n",
       "      <td>Home Appliances</td>\n",
       "      <td>Dyson V11 Vacuum</td>\n",
       "      <td>1</td>\n",
       "      <td>499.99</td>\n",
       "      <td>499.99</td>\n",
       "      <td>Europe</td>\n",
       "      <td>PayPal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10003</td>\n",
       "      <td>2024-01-03</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>Levi's 501 Jeans</td>\n",
       "      <td>3</td>\n",
       "      <td>69.99</td>\n",
       "      <td>209.97</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Debit Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10004</td>\n",
       "      <td>2024-01-04</td>\n",
       "      <td>Books</td>\n",
       "      <td>The Da Vinci Code</td>\n",
       "      <td>4</td>\n",
       "      <td>15.99</td>\n",
       "      <td>63.96</td>\n",
       "      <td>North America</td>\n",
       "      <td>Credit Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10005</td>\n",
       "      <td>2024-01-05</td>\n",
       "      <td>Beauty Products</td>\n",
       "      <td>Neutrogena Skincare Set</td>\n",
       "      <td>1</td>\n",
       "      <td>89.99</td>\n",
       "      <td>89.99</td>\n",
       "      <td>Europe</td>\n",
       "      <td>PayPal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Transaction ID        Date Product Category             Product Name  \\\n",
       "0           10001  2024-01-01      Electronics            iPhone 14 Pro   \n",
       "1           10002  2024-01-02  Home Appliances         Dyson V11 Vacuum   \n",
       "2           10003  2024-01-03         Clothing         Levi's 501 Jeans   \n",
       "3           10004  2024-01-04            Books        The Da Vinci Code   \n",
       "4           10005  2024-01-05  Beauty Products  Neutrogena Skincare Set   \n",
       "\n",
       "   Units Sold  Unit Price  Total Revenue         Region Payment Method  \n",
       "0           2      999.99        1999.98  North America    Credit Card  \n",
       "1           1      499.99         499.99         Europe         PayPal  \n",
       "2           3       69.99         209.97           Asia     Debit Card  \n",
       "3           4       15.99          63.96  North America    Credit Card  \n",
       "4           1       89.99          89.99         Europe         PayPal  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "sales_df=pd.read_csv('sales_data.csv')\n",
    "sales_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot total sales by product\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.barplot(x='Product Category',y=\"Total Revenue\",data=sales_df,estimator=sum)\n",
    "plt.title('Total Sales by Product')\n",
    "plt.xlabel('Product')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Plot total sales by Region\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.barplot(x='Region',y=\"Total Revenue\",data=sales_df,estimator=sum)\n",
    "plt.title('Total Sales by Region')\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
